Some Occidental Petroleum Corp. directors are lobbying proxy adviser Institutional Shareholder Services Inc. to support the board amid rising shareholder discontent about possible management changes at the company, according to people familiar with the situation.

At least two directors from the Los Angeles oil and gas concern are planning a conference call Thursday with ISS to persuade the proxy adviser to recommend a "yes"...